Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "125" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 100 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 96 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 40.321848 | 8.097567 | 60.269531 | 73.972476 | 20.292273 | 26.026078 | 33.139558 | 28.264785 | 0.0342 | 0.0394 | 0.0038 | 1.255190 | 1.232853 |
| 2459593 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 33.046139 | 20.620676 | 72.294650 | 77.655071 | 30.136274 | 36.518587 | 21.916361 | 10.852070 | 0.0326 | 0.0406 | 0.0047 | 1.316768 | 1.329247 |
| 2459592 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 2.683592 | 1.662194 | 2.517572 | 2.882917 | 1.624611 | 1.814960 | 2.762034 | 0.780639 | 0.0340 | 0.0360 | 0.0033 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 26.977066 | 18.908426 | 85.902215 | 90.322453 | 26.297859 | 32.113293 | 10.409833 | 2.159157 | 0.0349 | 0.0390 | 0.0029 | 1.335318 | 1.457965 |
| 2459590 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 37.700927 | 21.921184 | 79.564115 | 84.304065 | 28.056184 | 34.009013 | 15.879569 | 4.092680 | 0.0371 | 0.0426 | 0.0043 | 1.252810 | 1.266937 |
| 2459589 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 34.538793 | 21.167906 | 74.015496 | 78.167186 | 16.637989 | 21.658293 | 21.999582 | 16.780246 | 0.0333 | 0.0404 | 0.0045 | 1.248457 | 1.226416 |
| 2459588 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 45.364600 | 17.005388 | 85.946242 | 95.446247 | 21.676170 | 25.030737 | 22.303487 | 13.482794 | 0.0334 | 0.0413 | 0.0045 | 1.318014 | 1.369754 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 33.935383 | 25.078164 | 119.904703 | 127.101356 | -1.596167 | 7.370426 | -4.675000 | 10.224048 | nan | nan | nan | 1.319224 | 1.724290 |
| 2459586 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 31.591569 | 18.384607 | 28.524224 | 29.677703 | 9.701447 | 11.304346 | 19.267000 | 6.469690 | 0.0331 | 0.0398 | 0.0043 | 1.303844 | 1.411450 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 27.834082 | 25.199312 | 7.336995 | 8.157115 | 9.090048 | 10.068573 | 5.548928 | 4.228621 | 0.0300 | 0.0310 | 0.0011 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 26.300741 | 29.029404 | 98.762078 | 102.650227 | 15.855149 | 17.976086 | 35.461686 | 34.350010 | 0.0334 | 0.0398 | 0.0031 | 0.000000 | 0.000000 |
| 2459583 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.428568 | 18.670828 | 30.870627 | 31.992464 | 19.223512 | 22.935316 | -0.339843 | 0.215646 | 0.0372 | 0.0408 | 0.0029 | 0.000000 | 0.000000 |
| 2459582 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.417067 | 16.681806 | 27.695020 | 29.043808 | 22.476724 | 27.332001 | -0.294610 | 0.240273 | 0.0347 | 0.0381 | 0.0024 | 1.240783 | 1.252307 |
| 2459581 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 21.693704 | 23.929828 | 32.116035 | 32.729875 | 18.049341 | 22.156644 | -0.129448 | 0.331286 | 0.0347 | 0.0398 | 0.0026 | 1.184809 | 1.188233 |
| 2459580 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.408062 | 17.576803 | 32.215272 | 33.546717 | 19.679208 | 23.167225 | -0.554001 | 0.107716 | 0.0360 | 0.0406 | 0.0030 | 0.000000 | 0.000000 |
| 2459579 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.922965 | 17.233369 | 36.484774 | 38.167651 | 22.005272 | 26.548497 | 0.417637 | 1.353710 | 0.0339 | 0.0376 | 0.0024 | 1.214632 | 1.223046 |
| 2459578 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 2.046014 | 1.773821 | 0.546818 | 0.414148 | -0.485171 | 1.574353 | -0.824937 | 1.232392 | 0.0344 | 0.0309 | 0.0026 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 21.293868 | 21.264371 | 29.878007 | 30.607004 | 20.345240 | 24.474449 | -0.247827 | 0.285918 | 0.0330 | 0.0377 | 0.0034 | 1.215727 | 1.282467 |
| 2459576 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.325405 | 16.790277 | 23.748319 | 24.609576 | 17.978328 | 21.392400 | 0.312775 | 0.917985 | 0.0350 | 0.0381 | 0.0021 | 1.300220 | 1.412494 |
| 2459575 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.436446 | 17.312376 | 23.529926 | 24.439737 | 15.072484 | 16.720954 | 7.239183 | 6.373008 | 0.0370 | 0.0412 | 0.0028 | 1.242648 | 1.244452 |
| 2459574 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.223264 | 15.197468 | 22.595119 | 23.375182 | 20.328544 | 23.925052 | 0.867182 | 0.584266 | 0.0381 | 0.0411 | 0.0021 | 1.306716 | 1.377420 |
| 2459573 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.038186 | 16.021615 | 38.877117 | 40.164929 | 23.527611 | 27.616531 | 0.155421 | 1.255405 | 0.0371 | 0.0405 | 0.0024 | 1.250441 | 1.254847 |
| 2459572 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459571 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.562798 | 1.459326 | 0.370193 | 0.366438 | -0.573895 | 0.255666 | -0.912620 | 1.154643 | 0.0333 | 0.0307 | 0.0030 | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.325214 | 19.190840 | 29.972000 | 30.637466 | 10.714709 | 10.864442 | 8.292917 | 9.105389 | 0.0391 | 0.0430 | 0.0033 | 1.218552 | 1.221465 |
| 2459566 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.687135 | 15.712077 | 29.623986 | 30.459657 | 18.067544 | 21.190435 | -0.655884 | -0.240442 | 0.0335 | 0.0352 | 0.0013 | 1.244606 | 1.241502 |
| 2459565 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 4287.746435 | 4287.746435 | 4026.123085 | 4026.123085 | -0.635090 | -0.635090 | -1.849535 | -1.849535 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.321414 | 14.107425 | 31.496057 | 32.438929 | 2.171774 | 2.272241 | 0.074080 | 1.025725 | 0.0331 | 0.0379 | 0.0029 | 1.243678 | 1.288922 |
| 2459563 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.998178 | 15.946219 | 59.741117 | 61.953946 | 18.929580 | 21.870295 | 0.182106 | 2.179745 | 0.0349 | 0.0390 | 0.0032 | 1.207554 | 1.208384 |
| 2459562 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.286935 | 10.268160 | 15.444566 | 15.958106 | 2.264325 | 2.576887 | 0.211515 | 0.591551 | 0.0346 | 0.0376 | 0.0020 | 1.213348 | 1.266782 |
| 2459561 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 11.139042 | 11.460965 | 14.700222 | 15.174605 | 2.616301 | 2.842999 | 0.347470 | 0.928456 | 0.0355 | 0.0396 | 0.0023 | 1.194233 | 1.238065 |
| 2459560 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.240068 | 10.638798 | 15.109178 | 15.388484 | 2.154102 | 2.739224 | 0.136345 | 0.461378 | 0.0351 | 0.0391 | 0.0025 | 1.211675 | 1.257579 |
| 2459559 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 12.565148 | 12.897151 | 16.507316 | 16.908219 | 2.558825 | 3.151449 | 0.370632 | 0.827696 | 0.0365 | 0.0412 | 0.0030 | 1.225756 | 1.270756 |
| 2459558 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.204047 | 16.614408 | 30.930572 | 32.326441 | 20.947042 | 22.690498 | 0.432721 | 1.171786 | 0.0364 | 0.0404 | 0.0030 | 1.222373 | 1.228565 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0307 | 0.0293 | 0.0015 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.648543 | 16.978961 | 33.403255 | 35.010769 | 18.884871 | 20.625317 | 1.064059 | 2.762640 | 0.0376 | 0.0411 | 0.0025 | 1.284579 | 1.338832 |
| 2459554 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0336 | 0.0366 | 0.0025 | nan | nan |
| 2459553 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0368 | 0.0380 | 0.0013 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.286909 | 20.075644 | 45.095545 | 46.082755 | 28.106133 | 31.738296 | 2.448690 | 2.864849 | 0.0353 | 0.0390 | 0.0028 | 1.229643 | 1.231040 |
| 2459551 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 9.842363 | 9.392490 | 18.277596 | 18.729313 | 3.099462 | 4.027800 | 0.372217 | 0.929704 | 0.0340 | 0.0366 | 0.0028 | 1.253254 | 1.286473 |
| 2459550 | RF_maintenance | - | 99.18% | 99.18% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0424 | 0.0409 | 0.0015 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.274230 | 15.265263 | 33.865568 | 34.810841 | 20.077014 | 22.261171 | 0.177216 | 0.904509 | 0.0334 | 0.0363 | 0.0027 | 1.213971 | 1.221953 |
| 2459542 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.470483 | -0.057944 | -0.400903 | -0.555786 | 2.298446 | 1.075824 | 0.460707 | -0.952804 | 0.7757 | 0.7779 | 0.3300 | 4.373255 | 3.504576 |
| 2459541 | RF_maintenance | 0.00% | 1.34% | 1.34% | 0.00% | 100.00% | 0.00% | 0.515144 | -0.592891 | 1.628861 | 0.495188 | 0.535178 | 1.361365 | 1.207079 | -0.501325 | 0.7676 | 0.7648 | 0.3073 | 5.809807 | 5.291979 |
| 2459540 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.546221 | -0.009283 | 0.677531 | -1.351146 | -0.269872 | 1.158460 | 1.109965 | -0.556384 | 0.7742 | 0.7691 | 0.3200 | 3.432208 | 3.086004 |
| 2459536 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.754117 | 8.405318 | 2.892614 | 1.527930 | 1.020866 | 2.134528 | 4.633696 | 0.373320 | 0.7578 | 0.7492 | 0.3915 | 5.402627 | 4.792323 |
| 2459535 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.411643 | -1.195616 | 0.804159 | -1.229924 | 0.040393 | 0.935877 | 1.563363 | -0.583949 | 0.8020 | 0.7905 | 0.3312 | 4.514741 | 3.330044 |
| 2459534 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459533 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.740288 | -0.682503 | 1.546768 | 1.316575 | -0.559653 | 0.765034 | 3.921752 | -0.750137 | 0.7475 | 0.7464 | 0.3802 | 4.048438 | 3.462263 |
| 2459532 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.972755 | -0.236410 | 2.327934 | 1.380097 | -0.706170 | -0.012140 | 1.413752 | -0.889936 | 0.7468 | 0.7437 | 0.3823 | 5.570926 | 4.424780 |
| 2459530 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.242934 | -1.726243 | 0.911189 | -1.060880 | 0.647045 | -0.909980 | 2.156452 | -0.168837 | 0.7657 | 0.7559 | 0.3759 | 5.594955 | 3.951698 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.237370 | -0.008867 | 1.633468 | 1.556116 | -0.445516 | 0.278583 | 1.540806 | -0.737969 | 0.9176 | 0.9477 | 0.2554 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459522 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.658440 | 0.337860 | 1.569529 | 1.212087 | -0.705845 | 0.108507 | -0.559760 | -0.327324 | 0.7168 | 0.7296 | 0.3264 | 4.899412 | 4.676188 |
| 2459513 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -1.083857 | -0.378736 | -0.146215 | 0.857623 | -1.025897 | -0.746124 | 1.022724 | 0.222862 | 0.0365 | 0.0375 | 0.0057 | nan | nan |
| 2459508 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.485041 | 0.802978 | 1.199000 | 0.683868 | -0.330566 | 0.072430 | 0.610676 | 0.599615 | 0.9323 | 0.9594 | 0.1398 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.492471 | 0.119212 | 1.341106 | 0.053869 | -0.847839 | -0.003238 | -0.451697 | -0.100480 | 0.8931 | 0.8760 | 0.1788 | 15.666275 | 17.264099 |
| 2459503 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.673794 | 1.678980 | 1.907197 | 0.863964 | 1.627065 | 1.834702 | 0.987266 | -0.765766 | 0.8940 | 0.8859 | 0.4006 | 0.000000 | 0.000000 |
| 2459501 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.083079 | 3.619049 | 0.838009 | 1.895855 | -0.119620 | 1.320709 | -0.016106 | -0.489055 | 0.8380 | 0.8739 | 0.3696 | 0.000000 | 0.000000 |
| 2459500 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.080419 | 2.624689 | 0.733625 | 1.727775 | 1.377674 | 2.017784 | 0.130806 | -1.045271 | 0.8676 | 0.8909 | 0.3787 | 0.000000 | 0.000000 |
| 2459499 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.314837 | 2.800887 | 1.387601 | 1.750441 | 1.675882 | 1.829651 | 0.946856 | -0.984699 | 0.8823 | 0.9327 | 0.1929 | 0.000000 | 0.000000 |
| 2459498 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.186468 | 2.055291 | 1.096664 | 1.392487 | 1.341598 | 1.131849 | 1.991639 | -0.342898 | 0.8775 | 0.8954 | 0.4053 | 0.000000 | 0.000000 |
| 2459497 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.124935 | 2.267913 | 0.781942 | 1.420737 | 1.455948 | 1.139014 | -0.253743 | -1.004952 | 0.0775 | 0.1198 | 0.0112 | 0.000000 | 0.000000 |
| 2459496 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.779882 | 3.501489 | 1.291467 | 1.259796 | 2.264980 | 0.808225 | 0.723963 | -0.994925 | 0.0770 | 0.1209 | 0.0120 | 0.000000 | 0.000000 |
| 2459495 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.265122 | 1.786304 | 1.124497 | 1.222294 | 2.216455 | 0.722137 | 1.088964 | -1.054058 | 0.0952 | 0.1250 | 0.0156 | 0.000000 | 0.000000 |
| 2459494 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.302084 | 2.632799 | 0.976779 | 1.704849 | 2.047992 | 1.138200 | 0.417838 | -1.020658 | 0.0782 | 0.1271 | 0.0127 | 0.000000 | 0.000000 |
| 2459492 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.539463 | 1.300614 | 0.239425 | 1.184573 | -0.464689 | -0.581516 | 0.088170 | -1.770197 | 0.0843 | 0.0989 | 0.0067 | 0.000000 | 0.000000 |
| 2459491 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.045953 | 0.837369 | 0.492488 | 0.554142 | 0.058777 | -0.683085 | 0.824125 | -0.736304 | 0.0988 | 0.0879 | 0.0071 | 0.000000 | 0.000000 |
| 2459490 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.071788 | 4.991241 | 0.360375 | 0.414972 | 0.090178 | 0.279114 | 4.359691 | -0.276931 | 0.0935 | 0.0985 | 0.0103 | 0.000000 | 0.000000 |
| 2459489 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.011489 | 5.576719 | 0.612715 | 0.611787 | 0.606995 | 0.138438 | 0.329170 | -0.601506 | 0.0933 | 0.1009 | 0.0081 | 0.000000 | 0.000000 |
| 2459488 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.293644 | 12.672398 | 0.790088 | 1.445323 | -0.254511 | 1.085798 | 1.775736 | -0.106380 | 0.0959 | 0.0974 | 0.0087 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 60.715640 | 23.772113 | 21.480475 | 60.715640 | 57.456948 | 46.109890 | 37.279220 | 6.741152 | 2.459888 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 116.041395 | 26.927291 | 22.077182 | 116.041395 | 110.826822 | 22.854989 | 18.446530 | 4.066432 | 1.068282 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 72.897604 | 27.274885 | 20.706011 | 72.897604 | 68.140870 | 27.895844 | 25.694157 | 9.730961 | 5.689257 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Shape | 14.451006 | 14.451006 | 13.093308 | 5.450902 | 4.395089 | 2.268570 | 0.771350 | 11.683921 | 2.395487 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 67.499556 | 19.007717 | 17.097804 | 67.499556 | 64.480920 | 37.661120 | 30.299773 | 2.211528 | 0.481401 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 74.492488 | 23.787183 | 20.722958 | 74.492488 | 70.750542 | 37.364827 | 29.360237 | 5.938347 | 2.198202 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 66.282108 | 16.594966 | 18.988201 | 63.003088 | 66.282108 | 30.562443 | 38.289616 | 3.750492 | 8.397863 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 101.435917 | 20.552729 | 18.184617 | 101.435917 | 96.833697 | 43.493678 | 34.327077 | 3.990063 | 1.753755 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 70.282798 | 21.051780 | 23.217276 | 67.068512 | 70.282798 | 23.103166 | 29.042338 | 1.152701 | 4.171267 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | ee Temporal Discontinuties | 74.123752 | 38.184634 | 14.938232 | 66.694423 | 72.002401 | 46.830161 | 50.781571 | 74.123752 | 30.517883 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 51.373131 | 31.336553 | 18.670368 | 48.211214 | 51.373131 | 26.156097 | 30.941599 | 25.446811 | 9.730928 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | ee Power | inf | 346.286924 | 349.082888 | inf | inf | 28.106269 | 48.858949 | 141.826306 | 539.875843 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 82.859983 | 24.102380 | 38.005991 | 82.859983 | 77.891175 | 30.055267 | 23.602649 | 14.943666 | 23.856815 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 94.964678 | 22.539850 | 32.119863 | 94.964678 | 89.414345 | 35.012709 | 27.808964 | 3.945336 | 9.229689 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Temporal Variability | 37.921541 | 11.695398 | 10.279053 | 24.229749 | 23.750530 | 37.921541 | 37.298286 | -1.334508 | -1.505353 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | ee Power | 1.318384 | 0.665098 | -0.604284 | 1.318384 | 1.163623 | 0.875687 | 0.007933 | 0.932153 | 0.100137 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 80.167940 | 37.437004 | 22.363521 | 75.343758 | 80.167940 | 34.063745 | 43.665113 | 28.471231 | 18.719699 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 80.620347 | 17.400394 | 18.576780 | 77.329195 | 80.620347 | 10.682588 | 12.604565 | 2.971675 | 3.190316 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 96.621636 | 20.159852 | 33.054535 | 96.621636 | 90.908469 | 25.101829 | 20.176983 | 12.122493 | 23.816738 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 75.454124 | 31.219734 | 22.741174 | 70.804584 | 75.454124 | 28.675684 | 35.202049 | 14.819068 | 6.151441 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 85.011701 | 19.334195 | 29.607254 | 85.011701 | 79.784438 | 29.666637 | 23.110343 | 8.751481 | 27.382062 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 68.692705 | 17.564617 | 28.855979 | 68.692705 | 64.580323 | 34.661179 | 28.584333 | 3.990003 | 11.536947 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 80.338290 | 29.731571 | 45.179264 | 80.338290 | 76.571698 | 16.980577 | 20.557261 | 25.826167 | 26.464430 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 73.972476 | 40.321848 | 8.097567 | 60.269531 | 73.972476 | 20.292273 | 26.026078 | 33.139558 | 28.264785 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 77.655071 | 33.046139 | 20.620676 | 72.294650 | 77.655071 | 30.136274 | 36.518587 | 21.916361 | 10.852070 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 2.882917 | 1.662194 | 2.683592 | 2.882917 | 2.517572 | 1.814960 | 1.624611 | 0.780639 | 2.762034 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 90.322453 | 18.908426 | 26.977066 | 90.322453 | 85.902215 | 32.113293 | 26.297859 | 2.159157 | 10.409833 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 84.304065 | 37.700927 | 21.921184 | 79.564115 | 84.304065 | 28.056184 | 34.009013 | 15.879569 | 4.092680 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 78.167186 | 21.167906 | 34.538793 | 78.167186 | 74.015496 | 21.658293 | 16.637989 | 16.780246 | 21.999582 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 95.446247 | 45.364600 | 17.005388 | 85.946242 | 95.446247 | 21.676170 | 25.030737 | 22.303487 | 13.482794 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 127.101356 | 25.078164 | 33.935383 | 127.101356 | 119.904703 | 7.370426 | -1.596167 | 10.224048 | -4.675000 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | ee Shape | 31.591569 | 31.591569 | 18.384607 | 28.524224 | 29.677703 | 9.701447 | 11.304346 | 19.267000 | 6.469690 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | ee Shape | 27.834082 | 27.834082 | 25.199312 | 7.336995 | 8.157115 | 9.090048 | 10.068573 | 5.548928 | 4.228621 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 102.650227 | 26.300741 | 29.029404 | 98.762078 | 102.650227 | 15.855149 | 17.976086 | 35.461686 | 34.350010 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 31.992464 | 17.428568 | 18.670828 | 30.870627 | 31.992464 | 19.223512 | 22.935316 | -0.339843 | 0.215646 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 29.043808 | 16.681806 | 15.417067 | 29.043808 | 27.695020 | 27.332001 | 22.476724 | 0.240273 | -0.294610 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 32.729875 | 21.693704 | 23.929828 | 32.116035 | 32.729875 | 18.049341 | 22.156644 | -0.129448 | 0.331286 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 33.546717 | 17.576803 | 16.408062 | 33.546717 | 32.215272 | 23.167225 | 19.679208 | 0.107716 | -0.554001 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 38.167651 | 15.922965 | 17.233369 | 36.484774 | 38.167651 | 22.005272 | 26.548497 | 0.417637 | 1.353710 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | ee Shape | 2.046014 | 2.046014 | 1.773821 | 0.546818 | 0.414148 | -0.485171 | 1.574353 | -0.824937 | 1.232392 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 30.607004 | 21.264371 | 21.293868 | 30.607004 | 29.878007 | 24.474449 | 20.345240 | 0.285918 | -0.247827 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 24.609576 | 16.790277 | 16.325405 | 24.609576 | 23.748319 | 21.392400 | 17.978328 | 0.917985 | 0.312775 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 24.439737 | 17.312376 | 16.436446 | 24.439737 | 23.529926 | 16.720954 | 15.072484 | 6.373008 | 7.239183 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Temporal Variability | 23.925052 | 15.223264 | 15.197468 | 22.595119 | 23.375182 | 20.328544 | 23.925052 | 0.867182 | 0.584266 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 40.164929 | 16.021615 | 16.038186 | 40.164929 | 38.877117 | 27.616531 | 23.527611 | 1.255405 | 0.155421 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | ee Shape | 1.562798 | 1.459326 | 1.562798 | 0.366438 | 0.370193 | 0.255666 | -0.573895 | 1.154643 | -0.912620 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 30.637466 | 19.190840 | 20.325214 | 30.637466 | 29.972000 | 10.864442 | 10.714709 | 9.105389 | 8.292917 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 30.459657 | 15.712077 | 15.687135 | 30.459657 | 29.623986 | 21.190435 | 18.067544 | -0.240442 | -0.655884 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Shape | 4287.746435 | 4287.746435 | 4287.746435 | 4026.123085 | 4026.123085 | -0.635090 | -0.635090 | -1.849535 | -1.849535 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 32.438929 | 14.321414 | 14.107425 | 31.496057 | 32.438929 | 2.171774 | 2.272241 | 0.074080 | 1.025725 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 61.953946 | 15.998178 | 15.946219 | 59.741117 | 61.953946 | 18.929580 | 21.870295 | 0.182106 | 2.179745 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 15.958106 | 10.286935 | 10.268160 | 15.444566 | 15.958106 | 2.264325 | 2.576887 | 0.211515 | 0.591551 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 15.174605 | 11.139042 | 11.460965 | 14.700222 | 15.174605 | 2.616301 | 2.842999 | 0.347470 | 0.928456 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 15.388484 | 10.240068 | 10.638798 | 15.109178 | 15.388484 | 2.154102 | 2.739224 | 0.136345 | 0.461378 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 16.908219 | 12.565148 | 12.897151 | 16.507316 | 16.908219 | 2.558825 | 3.151449 | 0.370632 | 0.827696 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 32.326441 | 16.614408 | 17.204047 | 32.326441 | 30.930572 | 22.690498 | 20.947042 | 1.171786 | 0.432721 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 35.010769 | 16.978961 | 17.648543 | 35.010769 | 33.403255 | 20.625317 | 18.884871 | 2.762640 | 1.064059 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 46.082755 | 20.075644 | 20.286909 | 46.082755 | 45.095545 | 31.738296 | 28.106133 | 2.864849 | 2.448690 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 18.729313 | 9.392490 | 9.842363 | 18.729313 | 18.277596 | 4.027800 | 3.099462 | 0.929704 | 0.372217 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Power | 34.810841 | 15.274230 | 15.265263 | 33.865568 | 34.810841 | 20.077014 | 22.261171 | 0.177216 | 0.904509 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | ee Temporal Variability | 2.298446 | -0.057944 | 0.470483 | -0.555786 | -0.400903 | 1.075824 | 2.298446 | -0.952804 | 0.460707 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | ee Power | 1.628861 | -0.592891 | 0.515144 | 0.495188 | 1.628861 | 1.361365 | 0.535178 | -0.501325 | 1.207079 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Temporal Variability | 1.158460 | -0.009283 | -0.546221 | -1.351146 | 0.677531 | 1.158460 | -0.269872 | -0.556384 | 1.109965 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Shape | 8.405318 | 8.405318 | -0.754117 | 1.527930 | 2.892614 | 2.134528 | 1.020866 | 0.373320 | 4.633696 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | ee Temporal Discontinuties | 1.563363 | -0.411643 | -1.195616 | 0.804159 | -1.229924 | 0.040393 | 0.935877 | 1.563363 | -0.583949 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | ee Temporal Discontinuties | 3.921752 | 1.740288 | -0.682503 | 1.546768 | 1.316575 | -0.559653 | 0.765034 | 3.921752 | -0.750137 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | ee Power | 2.327934 | 1.972755 | -0.236410 | 2.327934 | 1.380097 | -0.706170 | -0.012140 | 1.413752 | -0.889936 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | ee Temporal Discontinuties | 2.156452 | -1.726243 | 0.242934 | -1.060880 | 0.911189 | -0.909980 | 0.647045 | -0.168837 | 2.156452 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | ee Power | 1.633468 | 0.237370 | -0.008867 | 1.633468 | 1.556116 | -0.445516 | 0.278583 | 1.540806 | -0.737969 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | ee Power | 1.569529 | 0.337860 | -0.658440 | 1.212087 | 1.569529 | 0.108507 | -0.705845 | -0.327324 | -0.559760 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | ee Temporal Discontinuties | 1.022724 | -0.378736 | -1.083857 | 0.857623 | -0.146215 | -0.746124 | -1.025897 | 0.222862 | 1.022724 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | ee Power | 1.199000 | 0.802978 | 0.485041 | 0.683868 | 1.199000 | 0.072430 | -0.330566 | 0.599615 | 0.610676 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | ee Power | 2.230395 | 0.369439 | 1.567449 | 2.230395 | 1.159705 | 0.288464 | 1.232372 | 2.048925 | -0.163524 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | ee Power | 1.341106 | 0.119212 | 0.492471 | 0.053869 | 1.341106 | -0.003238 | -0.847839 | -0.100480 | -0.451697 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | ee Power | 1.907197 | 0.673794 | 1.678980 | 1.907197 | 0.863964 | 1.627065 | 1.834702 | 0.987266 | -0.765766 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Shape | 3.619049 | 0.083079 | 3.619049 | 0.838009 | 1.895855 | -0.119620 | 1.320709 | -0.016106 | -0.489055 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Shape | 2.624689 | 0.080419 | 2.624689 | 0.733625 | 1.727775 | 1.377674 | 2.017784 | 0.130806 | -1.045271 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Shape | 2.800887 | 2.800887 | 0.314837 | 1.750441 | 1.387601 | 1.829651 | 1.675882 | -0.984699 | 0.946856 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Shape | 2.055291 | 0.186468 | 2.055291 | 1.096664 | 1.392487 | 1.341598 | 1.131849 | 1.991639 | -0.342898 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Shape | 2.267913 | 2.267913 | 0.124935 | 1.420737 | 0.781942 | 1.139014 | 1.455948 | -1.004952 | -0.253743 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Shape | 3.501489 | 0.779882 | 3.501489 | 1.291467 | 1.259796 | 2.264980 | 0.808225 | 0.723963 | -0.994925 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | ee Temporal Variability | 2.216455 | 0.265122 | 1.786304 | 1.124497 | 1.222294 | 2.216455 | 0.722137 | 1.088964 | -1.054058 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Shape | 2.632799 | 2.632799 | 0.302084 | 1.704849 | 0.976779 | 1.138200 | 2.047992 | -1.020658 | 0.417838 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Shape | 1.300614 | 1.300614 | -0.539463 | 1.184573 | 0.239425 | -0.581516 | -0.464689 | -1.770197 | 0.088170 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Shape | 0.837369 | -0.045953 | 0.837369 | 0.492488 | 0.554142 | 0.058777 | -0.683085 | 0.824125 | -0.736304 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Shape | 4.991241 | 4.991241 | 0.071788 | 0.414972 | 0.360375 | 0.279114 | 0.090178 | -0.276931 | 4.359691 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Shape | 5.576719 | 0.011489 | 5.576719 | 0.612715 | 0.611787 | 0.606995 | 0.138438 | 0.329170 | -0.601506 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125 | 9 | RF_maintenance | nn Shape | 12.672398 | 0.293644 | 12.672398 | 0.790088 | 1.445323 | -0.254511 | 1.085798 | 1.775736 | -0.106380 |